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233 Commits

Author SHA1 Message Date
Andy Maloney
dd6d582977 whisper : use ranged-based for loops for readability 2023-01-05 21:20:44 +02:00
Georgi Gerganov
d51c5eb906
ggml : define MIN / MAX only if not defined (minor) 2023-01-05 21:16:52 +02:00
Georgi Gerganov
d97e6005e9
whisper : add whisper_n_audio_ctx and check for invalid audio_ctx 
closes #344
 2022-12-31 09:57:19 +02:00
Georgi Gerganov
68daf6e487
whisper : avoid some memory allocations 2022-12-30 13:43:48 +02:00
Georgi Gerganov
ac521a566e
ggml : simplify the SIMD code (#324) 
* ggml : simplify the SIMD code

* ggml : generic reduce for all register sizes + comments
 2022-12-24 10:22:28 +02:00
Andy Maloney
543bd5627e
whisper : use emplace_back in place of push_back (#319) 
This avoids potential construction of temporaries.
 2022-12-23 11:07:19 +02:00
Andy Maloney
62fee9a9cc
whisper : fix mem leak on failure to load model (#318) 2022-12-23 11:06:17 +02:00
Andy Maloney
fa463313ad
minor : small code cleanups (#302) 
* Small code cleanups

- fix indentation
- remove extra semicolons
- remove extra break after returns in case statements
- remove unnecessary call to .data() on string
- use empty() instead of checking size()
- no need to check for nullptr before free
- remove unnecessary initialization of string to ""

* minor : switch case always break

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2022-12-22 17:06:19 +02:00
Georgi Gerganov
501a6b455c minor : flag "ARM FMA" -> "ARM_FMA" 2022-12-22 16:47:54 +02:00
Kevin Brothaler
e1432dd91a Check for both __ARM_NEON and __ARM_FEATURE_FMA so that the project can be compiled for armv7a. 
Android armeabi-v7a's NEON support doesn't support FMA unless configured with `-mfpu=neon-fp-armv8`, which would need runtime checks.
* Also removed ABI filter from Android project.
 2022-12-22 16:47:54 +02:00
Andy Maloney
42c6730732
whisper : use nullptr (C++11) instead of NULL macro (#299) 2022-12-22 16:35:18 +02:00
Georgi Gerganov
99da1e5cc8
cmake : enable and fix -Wall -Wextra -Wpedantic C++ warnings 2022-12-19 20:45:08 +02:00
Matheus de Sousa
8e3f129b4d
minor : resolves some of warnings when compiling with clang/clang++ (#294) 
* Resolves some of warnings when compiling with clang/clang++

Mostly nit stuff that clang catches when compiling with -Wall -Wextra
-pedantic.

- Fix comparison between sign/unsigned integers.
- Passes a constant reference (const&) instead of copying each time.

* minor : normalize coding style

* minor : fix warning

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2022-12-19 20:19:01 +02:00
Georgi Gerganov
fba10a4c68 whisper : language auto-detect (#59) 2022-12-17 18:49:44 +02:00
Georgi Gerganov
6a69e3ae27 command : adding guided mode 2022-12-16 19:38:18 +02:00
Georgi Gerganov
bf69b669a0 whisper : add whisper_tokenize() 
Tokenizes a string into a list of vocabulary tokens
 2022-12-16 19:38:18 +02:00
Georgi Gerganov
6a7c82501e
whisper : improve decoding strategy (#244) 
- Clear past prompt when there is very short audio left for processing.
  My observation is that in these cases the decoding tends to repeat and
  hallucinate stuff and I think this is induced by the existing prompt
- When we fail to sample timestamp token, retry by clearing the past
  prompt. If it fails again, then we advance the window by 1 second
 2022-12-16 18:34:35 +02:00
Georgi Gerganov
124c718c73
whisper : fix UB when reading buffer of length 0 bytes (#265) 2022-12-13 23:14:47 +02:00
Roland Rabien
e70d47baab
Remove C++20 requirement (#257) 
* Remove C++20 requirement

* Roll back C features not supported in VS2017
 2022-12-11 20:03:07 +02:00
bert hubert
d1da35de06 fix potential bug reading model data into a small size optimized string which could lead to memory corruption. In an SSO string, you can't write data to &str[0] and expect it to work well. 
Also added a small wrapper function to more safely read model data without having to get the sizeof right. I tested this on tiny, base and large models, there was no change in behaviour.
 2022-12-10 16:20:48 +02:00
Georgi Gerganov
603f97ba11
whisper : minor improvemnt in decoding strategy (#244) 
Do not allow for text segments to go beyond end of audio.
This partially mitigates some issues when the last audio window is 1-2
seconds just before the end of the audio file and the decoding spirals
into a repetition of the last transcribed phrase.
 2022-12-10 13:38:26 +02:00
Georgi Gerganov
f8ec718b76
ggml : add F16C CPU flag check 2022-12-06 21:56:56 +02:00
Georgi Gerganov
78d13257be
Try to improve the token sampling strategy (#193) 
* whisper : try to improve the token sampling strategy

- Add the "max_initial_timestaamp" token logic from OpenAI
- Disallow sampling timestamps that are in the past

* whisper : fix the max initial timestamp logic + fallback decoding
 2022-12-02 21:51:50 +02:00
Georgi Gerganov
4698dcdb52 whisper : add mechanism for aborting the whisper_full() computation 2022-11-27 20:42:45 +02:00
Georgi Gerganov
e266cb0723
whisper.objc : add real-time processing (#97) 
Similar to the "stream" app
 2022-11-26 18:32:46 +02:00
Georgi Gerganov
c207eed431
whisper.objc : fix build warnings 2022-11-26 16:27:04 +02:00
Georgi Gerganov
be16dfa038
whisper.wasm : do not block page while processing (close #86) 2022-11-25 23:07:42 +02:00
Georgi Gerganov
b8ce25dec1
refactoring : more readable code 2022-11-25 19:28:04 +02:00
Georgi Gerganov
128aaadb93
whisper : improve printfs 2022-11-24 17:54:16 +02:00
katsu560
83456076f0 add AVX support 2022-11-23 22:16:33 +02:00
Georgi Gerganov
49706a658a
minor : updates few prints + fix buttons in whisper.wasm 2022-11-23 17:19:21 +02:00
Georgi Gerganov
385236d1d3
stream : "-kc" now enables context keeping from previous segment (#90) 
By default, the context keeping is disabled
 2022-11-22 18:21:15 +02:00
M. Eren Akbiyik
63ae03b8e0
Prompt previous tokens for streaming (#163) 
* feat: prompt previous tokens for streaming

I used a vector pointer instead of vector itself because it gave weird errors, and why not

* convert vector to use with C api

* feat: remove old refs, check for prompt size

* feat: use better way of getting the pointer
 2022-11-22 18:10:35 +02:00
Georgi Gerganov
a4dfbeecf9
talk.wasm : GPT-2 meets Whisper in WebAssembly (#155) 
* talk : initial real-time transcription in the browser

* talk : polishing the UI

* talk : ready for beta testing

* talk.wasm : rename example
 2022-11-21 22:20:42 +02:00
Georgi Gerganov
fb8d77f760 stream : add "audio_ctx" parameter 
Used to overwrite the audio context size of the Encoder.
For example, setting "audio_ctx = 512" will make it run about 3 times
faster, processing about 10s of audio, instead of 30s.

The transcription quality drops, but this can be used for real-time
streaming purposes where performance is important.
 2022-11-20 21:22:41 +02:00
Georgi Gerganov
62b5ff875c stream : add "max_tokens" parameter 
Used to limit the number of tokens in a segment.
Useful to battle with word repetition when using partial encoder context
 2022-11-20 21:22:41 +02:00
Georgi Gerganov
d351771a4b stream : add "single_segment" option 
Force the entire audio chunk to be transcribed into a single segment
 2022-11-20 21:22:41 +02:00
Georgi Gerganov
c058aaf22e stream : partial encoder experiments 2022-11-20 21:22:41 +02:00
greeshmay
2ba66360c9
fix: free ggml_context (close #149) (#150) 
* fix: free ggml_context

* ggml : free the model's contexts in whisper_free()

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2022-11-17 22:12:51 +02:00
Georgi Gerganov
83c742f1a7 whisper : add option to speed up the audio tempo by x2 
Using a Phase Vocoder for speeding up the audio tempo by scaling down
the frequencies in the frequency domain.

This reduces the computation in the Encoder by a factor of 2.
The transcription accuracy is degraded, but for slow to normal speech -
it seems to be still very good.

I think this can find application for real-time transcription - i.e. the
"stream" example.
 2022-11-13 16:25:43 +02:00
Georgi Gerganov
c30bffc8a5
ref #22 : add "duration" option 
Can be used to partially process a recording
 2022-11-07 20:14:52 +02:00
Georgi Gerganov
d5afebd37c
whisper : token-level timestamp refactoring (#49, #120) 
This turned out pretty good overall. The algorithm has been moved from
main.cpp to whisper.cpp and can be reused for all subtitles types. This
means that now you can specify the maximum length of the generated
lines. Simply provide the "-ml" argument specifying the max length in
number of characters
 2022-11-02 21:45:54 +02:00
Georgi Gerganov
02dfd5b8c3
whisper : fix extra memory usage after recent processor changes 
Had increased the memory buffer to the size of the model and forgot to
bring it down.
 2022-11-02 18:31:18 +02:00
Georgi Gerganov
57fb46f307 main : add option for word-leve timestamps (very experimental) 2022-10-30 17:06:57 +02:00
Georgi Gerganov
eba62e0fa1
close #113 : fix struct whisper_token_data 2022-10-30 08:23:52 +02:00
Georgi Gerganov
014a119052 minor : fix multiple definitions of to_timestamp() 2022-10-29 19:37:19 +03:00
Georgi Gerganov
dec40be58f parallel : print time of audio boundaries + fix timings 2022-10-29 19:37:19 +03:00
Georgi Gerganov
0b2dc3c82c parallel : working 2022-10-29 19:37:19 +03:00
Georgi Gerganov
85d6e1e1e7 main : fix sampling time + add max_context parameter 2022-10-29 19:37:19 +03:00
Georgi Gerganov
72e9cdd6bf parallel : adding tool for parallel transformer inference 2022-10-29 19:37:19 +03:00
Borislav Stanimirov
c565c569e7 Define WHISPER_BUILD so as to export symbols on Windows 2022-10-29 13:23:09 +03:00
Georgi Gerganov
34bb3ab0cf ggml : add system info functions 2022-10-25 20:53:48 +03:00
Georgi Gerganov
5f7e9fa2dc
ref #68, #79 : fix segment time output 2022-10-23 13:30:30 +03:00
Georgi Gerganov
7affd309d3 whisper : add new-segment callback 
Can be used to process new segments as they are being generated.
Sample usage in main, for printing the resulting segments during the
inference.
 2022-10-22 21:17:21 +03:00
Georgi Gerganov
31ff0c6a1f wip : experimental color coding of tokens based on probabilities 2022-10-22 21:17:21 +03:00
Georgi Gerganov
8d15a1c635
ci : fix and re-enable tests (2nd try) 2022-10-21 15:57:20 +03:00
Georgi Gerganov
692aa0784f
Revert "ci : fix and re-enable tests" 
This reverts commit 80aefc9514.
 2022-10-21 15:36:19 +03:00
Georgi Gerganov
80aefc9514
ci : fix and re-enable tests 2022-10-21 15:27:30 +03:00
Georgi Gerganov
7eeef0358a
ref #52 : improve greedy sampling strategy 
Force timestamp token to be sampled if the probability sum over all
timestamp tokens is above the probability of any other token
 2022-10-18 19:48:15 +03:00
Georgi Gerganov
e30cf83158
ref #57, #62, #63 : remove unions in C-api + remove designated initializers 
We are not ready for designated initializers - many compilers do not
support this C++ feature yet, so removing it's non-trivial usages.
 2022-10-18 18:17:24 +03:00
Georgi Gerganov
d6b84b2a23
ref #62 : fix build for some compilers 
For some reason, new version of GCC panic when the struct type is not
specified explicitly
 2022-10-18 10:57:03 +03:00
Georgi Gerganov
b4a3875b2c
Revert recent sampling change 
It does not actually help and seems to produce worse results on some of
the samples
 2022-10-18 08:26:16 +03:00
Georgi Gerganov
cf67bfffa0 Fix EOT token handling 
If it is the end of the audio, pick all sampled tokens.
Otherwise, print error message.
 2022-10-18 00:53:06 +03:00
Georgi Gerganov
d14823582d Try to improve the sampling strategy a bit 
It sill fails sometimes when it does not sample a timestamp token for
the entire segment. We now print a message in such cases
 2022-10-18 00:12:51 +03:00
Georgi Gerganov
20d8e7a309 Fix memory sizes 2022-10-18 00:12:51 +03:00
Georgi Gerganov
72d967bce4 Use Accelerate framework on Apple silicon 
Huge performance improvement in the Encode (almost x2 on MacBook M1 Pro)

Also various extra optimizations:

- Multi-threaded NORM operator
- Faster GELU via F16 cast
 2022-10-18 00:12:51 +03:00
Georgi Gerganov
0ad085f5e8
ref #48 : clear results at the start of whisper_full 
This way, even if the input audio is empty, the previous results will be
removed.
 2022-10-15 09:55:28 +03:00
0/0
b799226973 check if spectogram length is <100 before doing anything else 
fixes #39
 2022-10-12 07:32:42 +03:00
Borislav Stanimirov
0b45d25151 Building with MSVC 2022-10-11 21:40:46 +03:00
Georgi Gerganov
63b6786767
Minor 2022-10-10 22:06:27 +03:00
lnyan
4bbb8a587b Add MinGW support 2022-10-09 22:26:37 +08:00
Georgi Gerganov
2ca8cc77b2 ref #17 : print whisper logs to stderr 
Only the transcribed/translted text is printed to stdout.
This way, one can redirect the result to a file.
 2022-10-08 17:28:06 +03:00
Georgi Gerganov
8c7c018893 ref #17 : add options to output result to file 
Support for:

- plain text
- VTT
- SRT
 2022-10-08 17:22:22 +03:00
Georgi Gerganov
b43b36e006 Update tests 2022-10-08 11:43:42 +03:00
Georgi Gerganov
2f069335ab Adding sanitizer tests 2022-10-08 11:43:42 +03:00
Georgi Gerganov
332c9d77fe whisper : fix bug in token sampling logic 
Could overflow buffer
 2022-10-08 09:02:41 +03:00
Georgi Gerganov
481cd685d5
ref #10 : option to keep context in "stream" example 
Seems the results become worse when we keep the context, so by default
this is not enabled
 2022-10-07 22:30:44 +03:00
Georgi Gerganov
7787b878e1
ref #16, #22 : add "offset" argument 
Allows to start processing the input audio at some offset from the
beginning. Useful for splitting a long job into multiple tasks.
 2022-10-07 22:00:40 +03:00
Georgi Gerganov
167324584b wip : rpi4 support 2022-10-05 23:03:46 +03:00
Georgi Gerganov
ce1fe95902 wip : improve makefile 2022-10-05 23:03:46 +03:00
Georgi Gerganov
6814cc9b02 Improve result printing 2022-10-04 23:18:15 +03:00
Georgi Gerganov
eba33adadd Extend C-style API with full inference methods 2022-10-04 23:18:15 +03:00
Georgi Gerganov
6b77124e01 Initial C-style interface for whisper.cpp 2022-10-04 23:18:15 +03:00